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Context-aware recommender systems (CARS), which consider rich side information to improve recommendation performance, have caught more and more attention in both academia and industry. How to predict user preferences from diverse contextual…

Information Retrieval · Computer Science 2019-11-19 Yahui Liu , Furao Shen , Jian Zhao

During the process of driving, humans usually rely on multiple senses to gather information and make decisions. Analogously, in order to achieve embodied intelligence in autonomous driving, it is essential to integrate multidimensional…

Virtual assistants such as Google Assistant, Alexa and Siri provide a conversational interface to a large number of services and APIs spanning multiple domains. Such systems need to support an ever-increasing number of services with…

Computation and Language · Computer Science 2020-01-30 Abhinav Rastogi , Xiaoxue Zang , Srinivas Sunkara , Raghav Gupta , Pranav Khaitan

Data discovery is crucial for data management and analysis and can benefit from better utilization of metadata. For example, users may want to search data using queries like ``find the tables created by Alex and endorsed by Mike that…

Databases · Computer Science 2024-08-22 Alex Bäuerle , Çağatay Demiralp , Michael Stonebraker

With advances in Artificial Intelligence in Education (AIEd) and the ever-growing scale of Interactive Educational Systems (IESs), data-driven approach has become a common recipe for various tasks such as knowledge tracing and learning path…

Computers and Society · Computer Science 2020-07-02 Youngduck Choi , Youngnam Lee , Dongmin Shin , Junghyun Cho , Seoyon Park , Seewoo Lee , Jineon Baek , Chan Bae , Byungsoo Kim , Jaewe Heo

Recently, Multimodal Large Language Models (MLLMs) have been used as agents to control keyboard and mouse inputs by directly perceiving the Graphical User Interface (GUI) and generating corresponding commands. However, current agents…

Computer Vision and Pattern Recognition · Computer Science 2025-03-25 Dongping Chen , Yue Huang , Siyuan Wu , Jingyu Tang , Liuyi Chen , Yilin Bai , Zhigang He , Chenlong Wang , Huichi Zhou , Yiqiang Li , Tianshuo Zhou , Yue Yu , Chujie Gao , Qihui Zhang , Yi Gui , Zhen Li , Yao Wan , Pan Zhou , Jianfeng Gao , Lichao Sun

Efficient explorative data analysis systems must take into account both what a user knows and wants to know. This paper proposes a principled framework for interactive visual exploration of relations in data, through views most informative…

Machine Learning · Statistics 2021-07-02 Kai Puolamäki , Emilia Oikarinen , Andreas Henelius

Improving the accessibility and automation capabilities of mobile devices can have a significant positive impact on the daily lives of countless users. To stimulate research in this direction, we release a human-annotated dataset with…

Human-Computer Interaction · Computer Science 2022-10-07 Srinivas Sunkara , Maria Wang , Lijuan Liu , Gilles Baechler , Yu-Chung Hsiao , Jindong , Chen , Abhanshu Sharma , James Stout

Each year, multi-modal interaction continues to grow within both industry and academia. However, researchers have yet to fully explore the impact of multi-modal systems on learning and memory retention. This research investigates how…

Human-Computer Interaction · Computer Science 2025-09-09 Omar Elgohary , Zhu-Tien

Despite tremendous advances in AI, it remains a significant challenge to develop interactive task guidance systems that can offer situated, personalized guidance and assist humans in various tasks. These systems need to have a sophisticated…

Artificial Intelligence · Computer Science 2023-11-03 Yuwei Bao , Keunwoo Peter Yu , Yichi Zhang , Shane Storks , Itamar Bar-Yossef , Alexander De La Iglesia , Megan Su , Xiao Lin Zheng , Joyce Chai

Human-data interaction (HDI) presents fundamentally different challenges from traditional data management. HDI systems must meet latency, correctness, and consistency needs that stem from usability rather than query semantics; failing to…

Databases · Computer Science 2026-01-14 Eugene Wu , Yiru Chen , Haneen Mohammed , Zezhou Huang

With the popularity of smartphones and tablets, users have become accustomed to using different devices for different tasks, such as using their phones to play games and tablets to watch movies. To conquer the market, one app is often…

Human-Computer Interaction · Computer Science 2023-11-07 Han Hu , Haolan Zhan , Yujin Huang , Di Liu

Graphical User Interface (GUI) agents adopt an end-to-end paradigm that maps a screenshot to an action sequence, thereby automating repetitive tasks in virtual environments. However, existing GUI agents are evaluated almost exclusively on…

Computer Vision and Pattern Recognition · Computer Science 2025-12-15 Chunyi Li , Longfei Li , Zicheng Zhang , Xiaohong Liu , Min Tang , Weisi Lin , Guangtao Zhai

The task of driver attention prediction has drawn considerable interest among researchers in robotics and the autonomous vehicle industry. Driver attention prediction can play an instrumental role in mitigating and preventing high-risk…

Computer Vision and Pattern Recognition · Computer Science 2022-07-11 Yuan Shen , Niviru Wijayaratne , Pranav Sriram , Aamir Hasan , Peter Du , Katherine Driggs-Campbell

Artificial agents that support human group interactions hold great promise, especially in sensitive contexts such as well-being promotion and therapeutic interventions. However, current systems struggle to mediate group interactions…

Human-Computer Interaction · Computer Science 2026-03-17 Giulia Huang , Maristella Matera , Micol Spitale

Egocentric human video data, which captures rich human-environment interactions and can be collected at scale, has become a key driver of embodied intelligence research. However, existing egocentric datasets typically lack tactile sensing,…

The Web today has millions of datasets, and the number of datasets continues to grow at a rapid pace. These datasets are not standalone entities; rather, they are intricately connected through complex relationships. Semantic relationships…

Information Retrieval · Computer Science 2024-08-28 Kate Lin , Tarfah Alrashed , Natasha Noy

Graphical User Interface (GUI) agents, powered by Large Foundation Models, have emerged as a transformative approach to automating human-computer interaction. These agents autonomously interact with digital systems or software applications…

How can an end-user provide feedback if a deployed structured prediction model generates inconsistent output, ignoring the structural complexity of human language? This is an emerging topic with recent progress in synthetic or constrained…

Artificial Intelligence · Computer Science 2021-12-17 Niket Tandon , Aman Madaan , Peter Clark , Keisuke Sakaguchi , Yiming Yang

Hand gesture understanding is essential for several applications in human-computer interaction, including automatic clinical assessment of hand dexterity. While deep learning has advanced static gesture recognition, dynamic gesture…

Computer Vision and Pattern Recognition · Computer Science 2026-02-25 Gianluca Amprimo , Alberto Ancilotto , Alessandro Savino , Fabio Quazzolo , Claudia Ferraris , Gabriella Olmo , Elisabetta Farella , Stefano Di Carlo
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